Title Input
0 Type City
1 Search los angeles
2 Place of Interests in n out, starbucks, mcdonalds, restaurant

SHOWING RESULTS FOR INPUT:

RENT: $/SQFT

2011201220132014201520162017201820191.522.533.5
90046900349004490026900669001990004900259001190027900369004290006900289002490049900209000390047900189001690043900059003790022900459005790029900659000890035900079004890068900329001290033900639000190038900179006490039900029003190023900159004190059900629006190013900149005690077900409001090067

REGRESSION ANALYSIS ON IMPACT OF FACTORS REGARDING RENT

0 1 2 3
0 Model: OLS Adj. R-squared: 0.436
1 Dependent Variable: rent AIC: 45.8912
2 Date: 2020-01-22 14:35 BIC: 72.6770
3 No. Observations: 58 Log-Likelihood: -9.9456
4 Df Model: 12 F-statistic: 4.678
5 Df Residuals: 45 Prob (F-statistic): 6.86e-05
6 R-squared: 0.555 Scale: 0.10634

Coef. Std.Err. t P>|t| [0.025 0.975]
intercept 4.22019 0.739822 5.70433 8.56082e-07 2.73012 5.71027
population 8.31528e-07 2.91515e-06 0.285243 0.776766 -5.03989e-06 6.70295e-06
density 1.16419e-05 6.15362e-06 1.89187 0.0649536 -7.52168e-07 2.40359e-05
violent crime -0.0247842 0.0221856 -1.11713 0.269869 -0.0694683 0.0199
property crime 0.0143176 0.025128 0.569786 0.571657 -0.0362929 0.0649281
MCDONALDS_count -0.099385 0.0548688 -1.81132 0.076769 -0.209896 0.0111264
RESTAURANT_count -0.0600406 0.0429059 -1.39935 0.168562 -0.146458 0.0263764
STARBUCKS_count 0.0407875 0.0142646 2.85934 0.0064127 0.012057 0.0695179
IN N OUT_count 0.0646922 0.320445 0.201882 0.840919 -0.580718 0.710102
MCDONALDS_mean -5.48134e-05 0.000102566 -0.534424 0.595679 -0.000261391 0.000151764
RESTAURANT_mean -0.000237788 0.000241007 -0.986646 0.329092 -0.000723201 0.000247624
STARBUCKS_mean -9.35229e-05 0.000273713 -0.341683 0.73418 -0.000644809 0.000457763
IN N OUT_mean 9.96773e-06 4.08956e-05 0.243736 0.808543 -7.24002e-05 9.23356e-05

SALES: $/SQFT

20102011201220132014201520162017201820192004006008001000
9004690034900449002690066900199000490025900119002790036900429000690028900249004990020900059004790003900169001890043900379002290045900659000890035900129004890068900329006390001900179003890064900029003990031900159005990041900629006190077

REGRESSION ANALYSIS ON IMPACT OF FACTORS REGARDING SALES

0 1 2 3
0 Model: OLS Adj. R-squared: 0.637
1 Dependent Variable: sales AIC: 591.3211
2 Date: 2020-01-22 14:35 BIC: 615.3731
3 No. Observations: 47 Log-Likelihood: -282.66
4 Df Model: 12 F-statistic: 7.724
5 Df Residuals: 34 Prob (F-statistic): 1.19e-06
6 R-squared: 0.732 Scale: 13548.

Coef. Std.Err. t P>|t| [0.025 0.975]
intercept 1408.34 267.779 5.25936 7.91167e-06 864.153 1952.54
population -0.00117108 0.00133842 -0.874973 0.387728 -0.00389107 0.00154891
density 0.00705378 0.00300914 2.34412 0.0250538 0.000938478 0.0131691
violent crime -11.9503 12.0194 -0.994254 0.327123 -36.3766 12.476
property crime 4.21101 14.1037 0.298574 0.767082 -24.4512 32.8732
MCDONALDS_count -23.661 21.2735 -1.11223 0.273843 -66.894 19.572
RESTAURANT_count -22.4983 17.7251 -1.26929 0.212958 -58.5201 13.5235
STARBUCKS_count 15.6514 5.82888 2.68515 0.0111265 3.8057 27.4971
IN N OUT_count 26.9226 120.235 0.223916 0.824163 -217.425 271.27
MCDONALDS_mean -0.0313431 0.0481232 -0.651309 0.519225 -0.129141 0.066455
RESTAURANT_mean -0.0187274 0.101342 -0.184794 0.854489 -0.224679 0.187225
STARBUCKS_mean 0.0321808 0.115492 0.278641 0.782208 -0.202527 0.266889
IN N OUT_mean -0.0007658 0.0150698 -0.0508169 0.959769 -0.0313913 0.0298597

ROI (PER YERAR: ROI = RENT*12/SALES*100)

2011201220132014201520162017201820194681012
9000190002900039000490005900069000890011900129001590016900179001890019900209002290024900259002690027900289003190032900349003590036900379003890039900419004290043900449004590046900479004890049900599006190062900639006490065900669006890077

REGRESSION ANALYSIS ON IMPACT OF FACTORS REGARDING ROI

0 1 2 3
0 Model: OLS Adj. R-squared: 0.441
1 Dependent Variable: roi AIC: 129.6061
2 Date: 2020-01-22 14:35 BIC: 153.6580
3 No. Observations: 47 Log-Likelihood: -51.803
4 Df Model: 12 F-statistic: 4.028
5 Df Residuals: 34 Prob (F-statistic): 0.000665
6 R-squared: 0.587 Scale: 0.73366

Coef. Std.Err. t P>|t| [0.025 0.975]
intercept 3.90636 1.97052 1.9824 0.0555631 -0.098227 7.91094
population 1.24707e-05 9.8491e-06 1.26617 0.214058 -7.54511e-06 3.24864e-05
density -5.15961e-05 2.21436e-05 -2.33007 0.0258743 -9.65972e-05 -6.59501e-06
violent crime -0.0206021 0.0884476 -0.23293 0.817212 -0.200349 0.159145
property crime 0.0642184 0.103786 0.618757 0.5402 -0.1467 0.275137
MCDONALDS_count -0.0522196 0.156547 -0.333571 0.740752 -0.370362 0.265922
RESTAURANT_count -0.0468574 0.130435 -0.359239 0.721638 -0.311934 0.218219
STARBUCKS_count -0.0906456 0.0428934 -2.11328 0.0419948 -0.177816 -0.00347573
IN N OUT_count -0.706926 0.884783 -0.798983 0.429847 -2.50502 1.09117
MCDONALDS_mean 0.000834869 0.000354127 2.35754 0.0242921 0.000115196 0.00155454
RESTAURANT_mean -0.000576691 0.000745753 -0.773301 0.444688 -0.00209224 0.000938861
STARBUCKS_mean -0.000811491 0.000849879 -0.954831 0.346403 -0.00253865 0.000915671
IN N OUT_mean 7.46533e-05 0.000110895 0.673188 0.505378 -0.000150713 0.000300019